The Effect of Bank Liquidity Creation and Bank Funding Diversity on Non-Performing Loan with Bank Size as Moderating Variable
DOI:
https://doi.org/10.30872/jfor.v27i1/4677Keywords:
Bank Liquidity Creation, Bank Funding Diversity, Bank Size, Non-Performing Loans, Panel Data RegressionAbstract
This study aims to analyze the effect of Bank Liquidity Creation (BLC) and Bank Funding Diversity (BFD) on Non-Performing Loans (NPLs), as well as the moderating role of Bank Size in strengthening or weakening these relationships. The research uses a quantitative approach with secondary data obtained from the financial statements of national private commercial banks in Indonesia for the 2022–2024 period. The sample was selected using a purposive sampling method, resulting in 58 banking units observed over three years. The dependent variable in this study is Non-Performing Loans, while the independent variables consist of Bank Liquidity Creation and Bank Funding Diversity, with Bank Size serving as the moderating variable. Data were analyzed using panel data regression with the assistance of EViews 12 and the Random Effect Model (REM) was identified as the most appropriate model. The results show that Bank Liquidity Creation has a positive but insignificant effect on NPLs, while Bank Funding Diversity has a negative and significant effect on NPLs. Bank Size is found to have a positive but insignificant direct effect on NPLs. Bank Size does not significantly moderate the relationship between Liquidity Creation and NPLs, but it significantly strengthens the negative effect of Funding Diversity on NPLs. These findings highlight the importance of diversified funding structures and effective risk management practices in reducing credit risk within the Indonesian banking sector
References
Acharya, V and Naqvi, H. (2012). The Seeds of a Crisis: A Theory of Bank Liquidity and Risk Taking Over The Business Cycle. Journal of Financial Economics, 106(2), 349–366. https://doi.org/10.1016/j.jfineco.2012.05.014
Allen, F and Gale, D. (2004). Financial Intermediaries and Markets. Journal of Econometrica Society, 72(4), 1023-1061 https://doi.org/10.1111/j.1468-0262.2004.00525.x
Beccalli, E., Anolli, M., & Borello, G. (2015). Are European Banks Too Big? Evidence on Economies of Scale. Journal of Banking and Finance, 58, 232–246. https://doi.org/10.1016/j.jbankfin.2015.04.014
Beck, T., Döttling, R., Lambert, T., & Van Dijk, M. (2023). Liquidity Creation, Investment, and Growth. Journal of Economic Growth, 28(2), 297–336. https://doi.org/10.1007/s10887-022-09217-1
Berger, A. N, and Bouwman, C.H.S. (2009). Bank Liquidity Creation. Review of Financial Studies, 22(9), 3779–3837. https://doi.org/10.1093/rfs/hhn104
Carannante, M., D’Amato, V., Fersini, P., Forte, S., & Melisi, G. (2024). Machine Learning Due Diligence Evaluation to Increase NPLs Profitability Transactions on Secondary Market. Review of Managerial Science, 18(7), 1963–1983. https://doi.org/10.1007/s11846-023-00635-y
Chen, I. J., Lee, Y. Y., & Liu, Y. C. (2020). Bank Liquidity, Macroeconomic Risk, and Bank Risk: Evidence from The Financial Services Modernization Act. European Financial Management, 26(1), 143–175. https://doi.org/10.1111/eufm.12208
Correa, R and Goldberg, L.S. (2022). Bank Complexity, Governance, and Risk. Journal of Banking and Finance, 134. https://doi.org/10.1016/j.jbankfin.2020.106013
Damayanti, A. & Mawardi, W. (2022). Pengaruh Ukuran Bank (Size), Loans to Deposits Ratio (LDR), Capital Adequacy Ratio (CAR), Non-Performing Loans (NPL), Disverifikasi Pendapatan dan BOPO. Dipenogoro Journal of Management, 11(1), 2337-3792. https://ejournal3.undip.ac.id/index.php/djom/article/view/33940/0
Davydov, D., Vähämaa, S., & Yasar, S. (2021). Bank Liquidity Creation and Systemic Risk. Journal of Banking and Finance, 123. https://doi.org/10.1016/j.jbankfin.2020.106031
De Backer, B., Du, P., Emiris, C. M., & Van Nieuwenhuyze, C. (2015). Macroeconomic Determinants Of Non-Performing Loans, Journal of Econometric Reviews, 47-65.
Diamond, D. W and Rajan, R. G. (2001). Liquidity Risk, Liquidity Creation, and Financial Fragility: A Theory of Banking. Journal of Political Economy, 109(2), 287–327. https://doi.org/10.1086/319552
Doumpos, M., Gaganis, C., & Pasiouras, F. (2016). Bank Diversification and Overall Financial Strength: International Evidence. Financial Markets, Institutions and Instruments, 25(3), 169–213. https://doi.org/10.1111/fmii.12069
Duong, K. D., Vu, D. N., Le, K. D., & Nguyen, D. VAN. (2022). Do Political Connections and Bank Funding Diversity Increase Non-Performing Loans: New Evidence from the Bayesian Approach. Montenegrin Journal of Economics, 18(4), 81–94. https://doi.org/10.14254/1800-5845/2022.18-4.8
Ghenimi, A., Chaibi, H., & Omri, M. A. B. (2017). The Effect of Liquidity Risk and Credit Risk on Bank Stability : Evidence from the MENA Region. Borsa Istanbul. 17 (4), 238-248. https://doi.org/10.1016/j.bir.2017.05.002
Holmström, B and Tirole, J. (2000). Liquidity and Risk Management. Journal of Money, Credit and Banking, 32(3). 295-31. http://www.jstor.org
Hoti, A., Hoti, H., & Berisha, A. (2024). Examining the Interconnectedness of Corporate Governance (CG), Non-Performing Loans (NPL) and Bank Size on the Financial Performance (FP). Emerald Publishing Limited, 109–119. https://doi.org/10.1108/978-1-83753-734-120241008
Imbierowicz, B and Rauch, C. (2014). The Relationship Between Liquidity Risk and Credit Risk in Banks. Journal of Banking and Finance, 40(1), 242–256. https://doi.org/10.1016/j.jbankfin.2013.11.030
Kapoor, S and Peia, O. (2021). The Impact of Quantitative Easing on Liquidity Creation. Journal of Banking and Finance, 122. https://doi.org/10.1016/j.jbankfin.2020.105998
Khairi, A., Bahri, B., & Artha, B. (2021). A Literature Review of Non-Performing Loans. Journal of Business and Management Review, 2(5), 366–373. https://doi.org/10.47153/jbmr25.1402021
Kladakis, G., Chen, L., & Bellos, S. K. (2020). Bank Asset and Informational Quality. Journal of International Financial Markets, Institutions and Money, 69. https://doi.org/10.1016/j.intfin.2020.101256
Kovner, A., Vickery, J., & Zhou, L. (2014). Do Big Banks Have Lower Operating Costs?, 20(2), 1-27.
Kumar Sarker, S. (2019). A Comparative Analysis on Non-Performing Loans (NPLs) in The Banking Sectors of Bangladesh. International Journal of Research, 7(1), 297–314 https://doi.org/10.29121/granthaalayah.v7.i1.2019.1056
Laeven, L., Ratnovski, L., & Tong, H. (2016). Bank Size, Capital, and Systemic Risk: Some International Evidence. Journal of Banking and Finance, 69, S25–S34. https://doi.org/10.1016/j.jbankfin.2015.06.022
Libby, R. (1979). The Impact of Uncertainty Reporting on the Loan Decision. Journal of Accounting Research (Vol. 17), 35-57 https://doi.org/10.2307/2490608
Ma, J., He, J., Liu, X., & Wang, C. (2019). Diversification and Systemic Risk in the Banking System. Chaos, Solitons and Fractals, 123, 413–421. https://doi.org/10.1016/j.chaos.2019.03.040
Naili, M and Lahrichi, Y. (2022). Banks Credit Risk, Systematic Determinants and Specific Factors: Recent Evidence From Emerging Markets. Journal from Heliyon, 8(2). https://doi.org/10.1016/j.heliyon.2022.e08960
Okyere, E and Constance Mensah, A. (2022). Macroeconomic and Bank Specific Determinants of Non-performing Loans in Ghanaian Banking Sector. International Journal of Accounting, Finance and Risk Management, 7(2), 40. https://doi.org/10.11648/j.ijafrm.20220702.12
Olarewaju, O. M. (2020). Investigating the Factors Affecting Non-Performing Loans in Commercial Banks: The Case of African Lower Middle-Income Countries. African Development Review, 32(4), 744–757. https://doi.org/10.1111/1467-8268.12475
Park, C. Y and Shin, K. (2021). COVID-19: Non-Performing Loans, and Cross-Border Bank Lending. Journal of Banking and Finance, 133. https://doi.org/10.1016/j.jbankfin.2021.106233
Shahzad, F., Fareed, Z., Zulfiqar, B., Habiba, U., & Ikram, M. (2019). Does Abnormal Lending Behavior Increase Bank Riskiness? Evidence from Turkey. Financial Innovation, 5(1). https://doi.org/10.1186/s40854-019-0152-2
Umar, M and Sun, G. (2016). Non-Performing Loans (NPLs), Liquidity Creation, and Moral Hazard: Case of Chinese Banks. China Finance and Economic Review, 4(1). https://doi.org/10.1186/s40589-016-0034-y
Umar, M., Sun, G., & Majeed, M. A. (2017). Bank Capital and Liquidity Creation: Evidence of Relation from India. Journal of Asia Business Studies, 11(2), 152–166. https://doi.org/10.1108/JABS-12-2015-0208
Vazquez, F and Federico, P. (2015). Bank Funding Structures and Risk: Evidence from the Global Financial Crisis. Journal of Banking and Finance, 61, 1–14. https://doi.org/10.1016/j.jbankfin.2015.08.023
Vuong, G. T. H., Phan, P. T. T., Nguyen, C. X., Nguyen, D. M., & Duong, K. D. (2023). Liquidity Creation and Bank Risk-Taking: Evidence from a Transition Market. Heliyon, 9(9). https://doi.org/10.1016/j.heliyon.2023.e19141
Wagner, W. (2007). The Liquidity of Bank Assets and Banking Stability. Journal of Banking and Finance, 31(1), 121–139. https://doi.org/10.1016/j.jbankfin.2005.07.019
Widarjono, A and Rudatin, A (2021). Financing Disversification and Indonesian Islamic Bank’s Non-Performing Financing. Jurnal Ekonomi & Keuangan Islam Empirical Economics. 7 (1), 45-58. https://doi.org/10.20885/JEKI.vol 7.iss1.art4
Wu, M., Tortosa-Ausina, E., & Cruz-García, P. (2024). The Impact of Diversification on the Profitability and Risk of Chinese Banks: Evidence from a Semiparametric Approach. Empirical Economics. https://doi.org/10.1007/s00181-024-02619-7
Xie, Z., Liu, X., Najam, H., Fu, Q., Abbas, J., Comite, U., Cismas, L. M., & Miculescu, A. (2022). Achieving Financial Sustainability through Revenue Diversification: A Green Pathway for Financial Institutions in Asia. Sustainability (Switzerland), 14(6). https://doi.org/10.3390/su14063512
Yudaruddin, R. (2014). Statistik Ekonomi: Aplikasi Dengan Program SPSS Versi 20. Yogyakarta: Interpena.
Yudaruddin, R. (2021). Laboratorium Statistik. Samarinda: RV Pustaka Horizon.
Yulianti, E., Aliamin., & Ibrahim, R. (2018). The Effect of Capital Adequancy and Bank Size on Non-Performing Loans in Indonesian Public Banks. Journal of Accounting Research Organization and Economics. 1 (2), 205-214. 10.24815/jaroe.v1i2.11709
Zakaria Dwinanda, I., & Sulistyowati, C (2021). The Effect of Credit Risk and Liquidity Risk on Bank Stability. Jurnal Ilmu Ekonomi Terapan. 6(2), 255-266. https://doi.org/10.20473/jiet.v6i2.31144
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